Overview

Dataset statistics

Number of variables14
Number of observations1458637
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory155.8 MiB
Average record size in memory112.0 B

Variable types

NUM12
BOOL1
CAT1

Reproduction

Analysis started2021-12-20 17:38:40.682138
Analysis finished2021-12-20 17:41:36.058434
Duration2 minutes and 55.38 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
pickup_longitude is highly skewed (γ1 = -418.1221795) Skewed
dropoff_longitude is highly skewed (γ1 = -425.3309936) Skewed
dropoff_latitude is highly skewed (γ1 = -20.67128816) Skewed
trip_duration is highly skewed (γ1 = 343.2504643) Skewed
df_index is uniformly distributed Uniform
df_index has unique values Unique
hour has 53248 (3.7%) zeros Zeros
minute has 23788 (1.6%) zeros Zeros
second has 24290 (1.7%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIFORM
UNIQUE
Distinct count1458637
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean729319.5052339958
Minimum0
Maximum1458643
Zeros1
Zeros (%)< 0.1%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile72931.8
Q1364659
median729319
Q31093980
95-th percentile1385709.2
Maximum1458643
Range1458643
Interquartile range (IQR)729321

Descriptive statistics

Standard deviation421074.0269
Coefficient of variation (CV)0.577351934
Kurtosis-1.199999715
Mean729319.5052
Median Absolute Deviation (MAD)364661
Skewness4.526536029e-06
Sum1.063812415e+12
Variance1.773033361e+11
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
1457042 1 < 0.1%
 
1170286 1 < 0.1%
 
1168239 1 < 0.1%
 
1125232 1 < 0.1%
 
1123185 1 < 0.1%
 
1129330 1 < 0.1%
 
1127283 1 < 0.1%
 
1117044 1 < 0.1%
 
1114997 1 < 0.1%
 
Other values (1458627) 1458627 > 99.9%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
1458643 1 < 0.1%
 
1458642 1 < 0.1%
 
1458641 1 < 0.1%
 
1458640 1 < 0.1%
 
1458639 1 < 0.1%
 

vendor_id
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size11.1 MiB
2
780295
1
678342
ValueCountFrequency (%) 
2 780295 53.5%
 
1 678342 46.5%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 2 100.0%
 
ValueCountFrequency (%) 
Common 2 100.0%
 
ValueCountFrequency (%) 
ASCII 2 100.0%
 

passenger_count
Real number (ℝ≥0)

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.6645251697303716
Minimum0
Maximum9
Zeros60
Zeros (%)< 0.1%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q32
95-th percentile5
Maximum9
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.314241808
Coefficient of variation (CV)0.7895595882
Kurtosis3.431822493
Mean1.66452517
Median Absolute Deviation (MAD)0
Skewness2.128107148
Sum2427938
Variance1.727231529
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 1033539 70.9%
 
2 210315 14.4%
 
5 78088 5.4%
 
3 59895 4.1%
 
6 48333 3.3%
 
4 28402 1.9%
 
0 60 < 0.1%
 
7 3 < 0.1%
 
9 1 < 0.1%
 
8 1 < 0.1%
 
ValueCountFrequency (%) 
0 60 < 0.1%
 
1 1033539 70.9%
 
2 210315 14.4%
 
3 59895 4.1%
 
4 28402 1.9%
 
ValueCountFrequency (%) 
9 1 < 0.1%
 
8 1 < 0.1%
 
7 3 < 0.1%
 
6 48333 3.3%
 
5 78088 5.4%
 

pickup_longitude
Real number (ℝ)

SKEWED
Distinct count23047
Unique (%)1.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-73.97348638725
Minimum-121.93334197998048
Maximum-61.33552932739258
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum-121.933342
5-th percentile-74.00686646
Q1-73.99186707
median-73.98174286
Q3-73.96733093
95-th percentile-73.89159698
Maximum-61.33552933
Range60.59781265
Interquartile range (IQR)0.02453613281

Descriptive statistics

Standard deviation0.07090187074
Coefficient of variation (CV)-0.000958476803
Kurtosis288157.7011
Mean-73.97348639
Median Absolute Deviation (MAD)0.01177978516
Skewness-418.1221795
Sum-107900464.3
Variance0.005027075274
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-73.98220062 633 < 0.1%
 
-73.98213959 607 < 0.1%
 
-73.98210144 587 < 0.1%
 
-73.9821167 585 < 0.1%
 
-73.98222351 584 < 0.1%
 
-73.98209381 575 < 0.1%
 
-73.9822464 558 < 0.1%
 
-73.98220825 551 < 0.1%
 
-73.98230743 546 < 0.1%
 
-73.98217773 545 < 0.1%
 
Other values (23037) 1452866 99.6%
 
ValueCountFrequency (%) 
-121.933342 1 < 0.1%
 
-121.9332352 1 < 0.1%
 
-79.56973267 1 < 0.1%
 
-79.48789978 1 < 0.1%
 
-78.54740143 1 < 0.1%
 
ValueCountFrequency (%) 
-61.33552933 1 < 0.1%
 
-65.84838867 1 < 0.1%
 
-65.89738464 1 < 0.1%
 
-66.97216034 1 < 0.1%
 
-68.77843475 1 < 0.1%
 

pickup_latitude
Real number (ℝ≥0)

Distinct count45245
Unique (%)3.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40.7509210022788
Minimum34.359695434570305
Maximum51.88108444213867
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum34.35969543
5-th percentile40.70814133
Q140.73734665
median40.7541008
Q340.76836014
95-th percentile40.7883873
Maximum51.88108444
Range17.52138901
Interquartile range (IQR)0.03101348877

Descriptive statistics

Standard deviation0.03288106839
Coefficient of variation (CV)0.0008068791474
Kurtosis12950.48929
Mean40.750921
Median Absolute Deviation (MAD)0.01531982422
Skewness5.489227968
Sum59440801.16
Variance0.001081164659
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
40.77410126 414 < 0.1%
 
40.77408981 411 < 0.1%
 
40.77412033 410 < 0.1%
 
40.77410889 392 < 0.1%
 
40.77407837 390 < 0.1%
 
40.77405167 376 < 0.1%
 
40.77413177 356 < 0.1%
 
40.7741394 352 < 0.1%
 
40.77407074 347 < 0.1%
 
40.77415848 335 < 0.1%
 
Other values (45235) 1454854 99.7%
 
ValueCountFrequency (%) 
34.35969543 1 < 0.1%
 
34.7122345 1 < 0.1%
 
35.08153152 1 < 0.1%
 
35.31030655 1 < 0.1%
 
36.02930069 1 < 0.1%
 
ValueCountFrequency (%) 
51.88108444 1 < 0.1%
 
44.37194443 1 < 0.1%
 
43.91176224 1 < 0.1%
 
43.48688507 1 < 0.1%
 
43.13965225 1 < 0.1%
 

dropoff_longitude
Real number (ℝ)

SKEWED
Distinct count33821
Unique (%)2.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-73.97341590774337
Minimum-121.9333038330078
Maximum-61.33552932739258
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum-121.9333038
5-th percentile-74.00753021
Q1-73.99132538
median-73.97975159
Q3-73.9630127
95-th percentile-73.92017975
Maximum-61.33552933
Range60.59777451
Interquartile range (IQR)0.02831268311

Descriptive statistics

Standard deviation0.07064342162
Coefficient of variation (CV)-0.0009549839054
Kurtosis292524.8837
Mean-73.97341591
Median Absolute Deviation (MAD)0.01317596436
Skewness-425.3309936
Sum-107900361.5
Variance0.004990493018
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-73.98233032 443 < 0.1%
 
-73.98209381 433 < 0.1%
 
-73.9822464 430 < 0.1%
 
-73.9821167 427 < 0.1%
 
-73.99137878 420 < 0.1%
 
-73.98220062 419 < 0.1%
 
-73.98226929 414 < 0.1%
 
-73.99140167 406 < 0.1%
 
-73.98238373 405 < 0.1%
 
-73.98230743 403 < 0.1%
 
Other values (33811) 1454437 99.7%
 
ValueCountFrequency (%) 
-121.9333038 1 < 0.1%
 
-121.9332047 1 < 0.1%
 
-80.3554306 1 < 0.1%
 
-79.81797791 1 < 0.1%
 
-79.78613281 1 < 0.1%
 
ValueCountFrequency (%) 
-61.33552933 1 < 0.1%
 
-65.84838867 1 < 0.1%
 
-65.89738464 1 < 0.1%
 
-68.77843475 1 < 0.1%
 
-69.04801941 1 < 0.1%
 

dropoff_latitude
Real number (ℝ≥0)

SKEWED
Distinct count62519
Unique (%)4.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40.75179953243315
Minimum32.1811408996582
Maximum43.92102813720703
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum32.1811409
5-th percentile40.69992065
Q140.73588562
median40.75452423
Q340.76980972
95-th percentile40.79750824
Maximum43.92102814
Range11.73988724
Interquartile range (IQR)0.03392410278

Descriptive statistics

Standard deviation0.03589055387
Coefficient of variation (CV)0.0008807108958
Kurtosis4259.563861
Mean40.75179953
Median Absolute Deviation (MAD)0.01673126221
Skewness-20.67128816
Sum59442082.61
Variance0.001288131857
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
40.77431107 269 < 0.1%
 
40.77433014 263 < 0.1%
 
40.75014877 259 < 0.1%
 
40.75011826 253 < 0.1%
 
40.75019836 250 < 0.1%
 
40.75017166 247 < 0.1%
 
40.7743187 245 < 0.1%
 
40.77434158 244 < 0.1%
 
40.75003815 242 < 0.1%
 
40.75011063 242 < 0.1%
 
Other values (62509) 1456123 99.8%
 
ValueCountFrequency (%) 
32.1811409 1 < 0.1%
 
34.35969543 1 < 0.1%
 
35.17354584 1 < 0.1%
 
36.02930069 1 < 0.1%
 
36.1185379 1 < 0.1%
 
ValueCountFrequency (%) 
43.92102814 1 < 0.1%
 
43.91176224 1 < 0.1%
 
43.67399979 1 < 0.1%
 
43.48688507 1 < 0.1%
 
43.14758301 1 < 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size11.1 MiB
0
1450592
1
 
8045
ValueCountFrequency (%) 
0 1450592 99.4%
 
1 8045 0.6%
 

trip_duration
Real number (ℝ≥0)

SKEWED
Distinct count458
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.499838547904654
Minimum0
Maximum58771
Zeros8594
Zeros (%)0.6%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile3
Q16
median11
Q317
95-th percentile35
Maximum58771
Range58771
Interquartile range (IQR)11

Descriptive statistics

Standard deviation87.28289213
Coefficient of variation (CV)5.631212987
Kurtosis192198.9632
Mean15.49983855
Median Absolute Deviation (MAD)5
Skewness343.2504643
Sum22608638
Variance7618.303258
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6 89941 6.2%
 
7 88516 6.1%
 
5 88001 6.0%
 
8 84549 5.8%
 
4 81674 5.6%
 
9 80107 5.5%
 
10 74182 5.1%
 
11 68801 4.7%
 
3 66807 4.6%
 
12 62969 4.3%
 
Other values (448) 673090 46.1%
 
ValueCountFrequency (%) 
0 8594 0.6%
 
1 19222 1.3%
 
2 44185 3.0%
 
3 66807 4.6%
 
4 81674 5.6%
 
ValueCountFrequency (%) 
58771 1 < 0.1%
 
37126 1 < 0.1%
 
34159 1 < 0.1%
 
32328 1 < 0.1%
 
1439 93 < 0.1%
 

month
Real number (ℝ≥0)

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.516818783563011
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q35
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.681037912
Coefficient of variation (CV)0.4779995831
Kurtosis-1.229607444
Mean3.516818784
Median Absolute Deviation (MAD)1
Skewness-0.0147429711
Sum5129762
Variance2.825888462
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 256186 17.6%
 
4 251645 17.3%
 
5 248486 17.0%
 
2 238299 16.3%
 
6 234315 16.1%
 
1 229706 15.7%
 
ValueCountFrequency (%) 
1 229706 15.7%
 
2 238299 16.3%
 
3 256186 17.6%
 
4 251645 17.3%
 
5 248486 17.0%
 
ValueCountFrequency (%) 
6 234315 16.1%
 
5 248486 17.0%
 
4 251645 17.3%
 
3 256186 17.6%
 
2 238299 16.3%
 

day
Real number (ℝ≥0)

Distinct count31
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.504042472527434
Minimum1
Maximum31
Zeros0
Zeros (%)0.0%
Memory size11.1 MiB

Quantile statistics

Minimum1
5-th percentile2
Q18
median15
Q323
95-th percentile29
Maximum31
Range30
Interquartile range (IQR)15

Descriptive statistics

Standard deviation8.703139533
Coefficient of variation (CV)0.5613464713
Kurtosis-1.172200725
Mean15.50404247
Median Absolute Deviation (MAD)7
Skewness0.04041463097
Sum22614770
Variance75.74463774
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
16 51026 3.5%
 
14 50488 3.5%
 
5 50175 3.4%
 
12 50079 3.4%
 
15 49791 3.4%
 
4 49654 3.4%
 
9 49633 3.4%
 
6 49475 3.4%
 
13 49293 3.4%
 
19 49265 3.4%
 
Other values (21) 959758 65.8%
 
ValueCountFrequency (%) 
1 46612 3.2%
 
2 47752 3.3%
 
3 47945 3.3%
 
4 49654 3.4%
 
5 50175 3.4%
 
ValueCountFrequency (%) 
31 22988 1.6%
 
30 39135 2.7%
 
29 46807 3.2%
 
28 45891 3.1%
 
27 46957 3.2%
 

hour
Real number (ℝ≥0)

ZEROS
Distinct count24
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.606475771559339
Minimum0
Maximum23
Zeros53248
Zeros (%)3.7%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile1
Q19
median14
Q319
95-th percentile22
Maximum23
Range23
Interquartile range (IQR)10

Descriptive statistics

Standard deviation6.399703161
Coefficient of variation (CV)0.4703424508
Kurtosis-0.7217068139
Mean13.60647577
Median Absolute Deviation (MAD)5
Skewness-0.4445819039
Sum19846909
Variance40.95620055
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
18 90599 6.2%
 
19 90308 6.2%
 
21 84184 5.8%
 
20 84072 5.8%
 
22 80492 5.5%
 
17 76483 5.2%
 
14 74291 5.1%
 
12 71872 4.9%
 
15 71811 4.9%
 
13 71473 4.9%
 
Other values (14) 663052 45.5%
 
ValueCountFrequency (%) 
0 53248 3.7%
 
1 38571 2.6%
 
2 27972 1.9%
 
3 20895 1.4%
 
4 15792 1.1%
 
ValueCountFrequency (%) 
23 69785 4.8%
 
22 80492 5.5%
 
21 84184 5.8%
 
20 84072 5.8%
 
19 90308 6.2%
 

minute
Real number (ℝ≥0)

ZEROS
Distinct count60
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.590176308430404
Minimum0
Maximum59
Zeros23788
Zeros (%)1.6%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile3
Q115
median30
Q345
95-th percentile56
Maximum59
Range59
Interquartile range (IQR)30

Descriptive statistics

Standard deviation17.32471227
Coefficient of variation (CV)0.5854886463
Kurtosis-1.207669989
Mean29.59017631
Median Absolute Deviation (MAD)15
Skewness-0.007614516428
Sum43161326
Variance300.1456552
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
48 25235 1.7%
 
45 25094 1.7%
 
50 25057 1.7%
 
54 24802 1.7%
 
52 24801 1.7%
 
42 24791 1.7%
 
49 24755 1.7%
 
46 24750 1.7%
 
47 24621 1.7%
 
44 24620 1.7%
 
Other values (50) 1210111 83.0%
 
ValueCountFrequency (%) 
0 23788 1.6%
 
1 23927 1.6%
 
2 24091 1.7%
 
3 24198 1.7%
 
4 24075 1.7%
 
ValueCountFrequency (%) 
59 23914 1.6%
 
58 23999 1.6%
 
57 24394 1.7%
 
56 24528 1.7%
 
55 24176 1.7%
 

second
Real number (ℝ≥0)

ZEROS
Distinct count60
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.473553735439317
Minimum0
Maximum59
Zeros24290
Zeros (%)1.7%
Memory size11.1 MiB

Quantile statistics

Minimum0
5-th percentile3
Q114
median29
Q344
95-th percentile57
Maximum59
Range59
Interquartile range (IQR)30

Descriptive statistics

Standard deviation17.31985024
Coefficient of variation (CV)0.5876403774
Kurtosis-1.200135014
Mean29.47355374
Median Absolute Deviation (MAD)15
Skewness0.002423214687
Sum42991216
Variance299.9772123
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 24684 1.7%
 
30 24582 1.7%
 
11 24548 1.7%
 
33 24548 1.7%
 
20 24541 1.7%
 
9 24540 1.7%
 
22 24529 1.7%
 
37 24515 1.7%
 
45 24504 1.7%
 
8 24487 1.7%
 
Other values (50) 1213159 83.2%
 
ValueCountFrequency (%) 
0 24290 1.7%
 
1 24241 1.7%
 
2 24286 1.7%
 
3 24684 1.7%
 
4 24290 1.7%
 
ValueCountFrequency (%) 
59 24280 1.7%
 
58 24325 1.7%
 
57 24347 1.7%
 
56 24273 1.7%
 
55 24332 1.7%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

df_indexvendor_idpassenger_countpickup_longitudepickup_latitudedropoff_longitudedropoff_latitudestore_and_fwd_flagtrip_durationmonthdayhourminutesecond
0021-73.98215540.767937-73.96463040.76560207314172455
1111-73.98041540.738564-73.99948140.73115201161204335
2221-73.97902740.763939-74.00533340.710087035119113524
3321-74.01004040.719971-74.01226840.7067180746193231
4421-73.97305340.793209-73.97292340.78252007326133055
5526-73.98285740.742195-73.99208140.7491840713022140
6614-73.96901740.757839-73.95740540.76589605617223459
7721-73.96927640.797779-73.92247040.76055902552175458
8811-73.99948140.738400-73.98578640.73281504527231223
9921-73.98104940.744339-73.97300040.78998902031021451

Last rows

df_indexvendor_idpassenger_countpickup_longitudepickup_latitudedropoff_longitudedropoff_latitudestore_and_fwd_flagtrip_durationmonthdayhourminutesecond
1458627145863412-73.98907540.730465-73.96388240.77373901643135125
1458628145863521-73.98539040.763020-73.98970840.76750203519144655
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